bbslover
2009-Nov-04 12:23 UTC
[R] variable selectin---reduce the numbers of initial variable
hello, my problem is like this: now after processing the varibles, the remaining 160 varibles(independent) and a dependent y. when I used PLS method, with 10 components, the good r2 can be obtained. but I donot know how can I express my equation with the less varibles and the y. It is better to use less indepent varibles. that is how can I select my indepent varibles. Maybe GA is good method, but now I donot gasp it. and can you give me more good varibles selection's methods. and In R, which method can be used to select the potent varibles . and using the selected varibles to model a equation with higher r2, q2,and less RMSP. thank you! -- View this message in context: http://old.nabble.com/variable-selectin---reduce-the-numbers-of-initial-variable-tp26195345p26195345.html Sent from the R help mailing list archive at Nabble.com.
Ricardo Gonçalves Silva
2009-Nov-04 16:27 UTC
[R] variable selectin---reduce the numbers of initial variable
Hi, Nowdays there's a lot o new variable selection methods, specially using the Bayes Paradigm. For your problem, I think you could try the Bayesian Model Average BMA package. Or, you can reduce your data dimension by PCA, which also permits you see the weight of each variable in the PC. HTH Rick -------------------------------------------------- From: "bbslover" <dluthm at yeah.net> Sent: Wednesday, November 04, 2009 10:23 AM To: <r-help at r-project.org> Subject: [R] variable selectin---reduce the numbers of initial variable> > hello, > > my problem is like this: now after processing the varibles, the remaining > 160 varibles(independent) and a dependent y. when I used PLS method, with > 10 > components, the good r2 can be obtained. but I donot know how can I > express > my equation with the less varibles and the y. It is better to use less > indepent varibles. that is how can I select my indepent varibles. Maybe > GA is good method, but now I donot gasp it. and can you give me more good > varibles selection's methods. and In R, which method can be used to > select > the potent varibles . and using the selected varibles to model a equation > with higher r2, q2,and less RMSP. > > thank you! > -- > View this message in context: > http://old.nabble.com/variable-selectin---reduce-the-numbers-of-initial-variable-tp26195345p26195345.html > Sent from the R help mailing list archive at Nabble.com. > > ______________________________________________ > R-help at r-project.org mailing list > https://stat.ethz.ch/mailman/listinfo/r-help > PLEASE do read the posting guide > http://www.R-project.org/posting-guide.html > and provide commented, minimal, self-contained, reproducible code. >> > No virus found in this incoming message. > Checked by AVG - www.avg.com > Version: 9.0.698 / Virus Database: 270.14.48/2479 - Release Date: 11/03/09 > 17:38:00 >